metadata
license: other
pretty_name: modeling_data
license_name: physionet-credentialed-health-data-1.5.0
license_link: https://physionet.org/content/mimiciv/view-license/3.1/
configs:
- config_name: full_patient_state
data_files:
- split: full_patient_state
path: full_patient_state/full_patient_state-*
- config_name: part1_holdout
data_files:
- split: part1_holdout
path: part1_holdout/*.parquet
- config_name: part1_test
data_files:
- split: part1_test
path: part1_test/*.parquet
- config_name: part1_train
data_files:
- split: part1_train
path: part1_train/*.parquet
- config_name: part2_test
data_files:
- split: part2_test
path: part2_test/*.parquet
- config_name: part2_train
data_files:
- split: part2_train
path: part2_train/*.parquet
dataset_info:
config_name: full_patient_state
features:
- name: ed_stay_id
dtype: int64
- name: time
dtype: timestamp[us]
- name: step_idx
dtype: int64
- name: subject_id
dtype: int64
- name: hadm_id
dtype: int64
- name: stay_window_start
dtype: timestamp[us]
- name: stay_window_end
dtype: timestamp[us]
- name: gender
dtype: large_string
- name: anchor_age
dtype: int64
- name: admission_type
dtype: large_string
- name: cohort_label
dtype: large_string
- name: terminal_event
dtype: large_string
- name: acuity
dtype: float64
- name: current_temperature
dtype: float64
- name: current_heartrate
dtype: float64
- name: current_resprate
dtype: float64
- name: current_o2sat
dtype: float64
- name: current_sbp
dtype: float64
- name: current_dbp
dtype: float64
- name: current_pain
dtype: float64
- name: chiefcomplaint
dtype: large_string
- name: time_since_last_min
dtype: int64
- name: pain_missing
dtype: int64
- name: heartrate_missing
dtype: int64
- name: o2sat_missing
dtype: int64
- name: acuity_missing
dtype: int64
- name: resprate_missing
dtype: int64
- name: sbp_missing
dtype: int64
- name: dbp_missing
dtype: int64
- name: temperature_missing
dtype: int64
- name: temperature_delta
dtype: float64
- name: heartrate_delta
dtype: float64
- name: resprate_delta
dtype: float64
- name: o2sat_delta
dtype: float64
- name: sbp_delta
dtype: float64
- name: dbp_delta
dtype: float64
- name: pain_delta
dtype: float64
- name: temperature_rate_per_min
dtype: float64
- name: heartrate_rate_per_min
dtype: float64
- name: resprate_rate_per_min
dtype: float64
- name: o2sat_rate_per_min
dtype: float64
- name: sbp_rate_per_min
dtype: float64
- name: dbp_rate_per_min
dtype: float64
- name: current_mean_arterial_pressure
dtype: float64
- name: temperature_rolling1h
dtype: float64
- name: heartrate_rolling1h
dtype: float64
- name: resprate_rolling1h
dtype: float64
- name: o2sat_rolling1h
dtype: float64
- name: sbp_rolling1h
dtype: float64
- name: dbp_rolling1h
dtype: float64
- name: vitals_checked
dtype: int64
- name: Blood Gas-Blood_Pending
dtype: int64
- name: Blood Gas-Blood_Normal
dtype: int64
- name: Blood Gas-Blood_Abnormal
dtype: int64
- name: Blood Gas-Other Body Fluid_Pending
dtype: int64
- name: Blood Gas-Other Body Fluid_Normal
dtype: int64
- name: Blood Gas-Other Body Fluid_Abnormal
dtype: int64
- name: Chemistry-Ascites_Pending
dtype: int64
- name: Chemistry-Ascites_Normal
dtype: int64
- name: Chemistry-Ascites_Abnormal
dtype: int64
- name: Chemistry-Blood_Pending
dtype: int64
- name: Chemistry-Blood_Normal
dtype: int64
- name: Chemistry-Blood_Abnormal
dtype: int64
- name: Chemistry-Cerebrospinal Fluid_Pending
dtype: int64
- name: Chemistry-Cerebrospinal Fluid_Normal
dtype: int64
- name: Chemistry-Cerebrospinal Fluid_Abnormal
dtype: int64
- name: Chemistry-Joint Fluid_Pending
dtype: int64
- name: Chemistry-Joint Fluid_Normal
dtype: int64
- name: Chemistry-Joint Fluid_Abnormal
dtype: int64
- name: Chemistry-Other Body Fluid_Pending
dtype: int64
- name: Chemistry-Other Body Fluid_Normal
dtype: int64
- name: Chemistry-Other Body Fluid_Abnormal
dtype: int64
- name: Chemistry-Pleural_Pending
dtype: int64
- name: Chemistry-Pleural_Normal
dtype: int64
- name: Chemistry-Pleural_Abnormal
dtype: int64
- name: Chemistry-Stool_Pending
dtype: int64
- name: Chemistry-Stool_Normal
dtype: int64
- name: Chemistry-Stool_Abnormal
dtype: int64
- name: Chemistry-Urine_Pending
dtype: int64
- name: Chemistry-Urine_Normal
dtype: int64
- name: Chemistry-Urine_Abnormal
dtype: int64
- name: Hematology-Ascites_Pending
dtype: int64
- name: Hematology-Ascites_Normal
dtype: int64
- name: Hematology-Ascites_Abnormal
dtype: int64
- name: Hematology-Blood_Pending
dtype: int64
- name: Hematology-Blood_Normal
dtype: int64
- name: Hematology-Blood_Abnormal
dtype: int64
- name: Hematology-Bone Marrow_Pending
dtype: int64
- name: Hematology-Bone Marrow_Normal
dtype: int64
- name: Hematology-Bone Marrow_Abnormal
dtype: int64
- name: Hematology-Cerebrospinal Fluid_Pending
dtype: int64
- name: Hematology-Cerebrospinal Fluid_Normal
dtype: int64
- name: Hematology-Cerebrospinal Fluid_Abnormal
dtype: int64
- name: Hematology-Joint Fluid_Pending
dtype: int64
- name: Hematology-Joint Fluid_Normal
dtype: int64
- name: Hematology-Joint Fluid_Abnormal
dtype: int64
- name: Hematology-Other Body Fluid_Pending
dtype: int64
- name: Hematology-Other Body Fluid_Normal
dtype: int64
- name: Hematology-Other Body Fluid_Abnormal
dtype: int64
- name: Hematology-Pleural_Pending
dtype: int64
- name: Hematology-Pleural_Normal
dtype: int64
- name: Hematology-Pleural_Abnormal
dtype: int64
- name: Hematology-Stool_Pending
dtype: int64
- name: Hematology-Stool_Normal
dtype: int64
- name: Hematology-Stool_Abnormal
dtype: int64
- name: Hematology-Urine_Pending
dtype: int64
- name: Hematology-Urine_Normal
dtype: int64
- name: Hematology-Urine_Abnormal
dtype: int64
- name: labs_ordered
dtype: int64
- name: ABSCESS_Pending
dtype: int64
- name: ABSCESS_Negative
dtype: int64
- name: ABSCESS_Positive
dtype: int64
- name: ABSCESS_Other
dtype: int64
- name: BILE_Pending
dtype: int64
- name: BILE_Negative
dtype: int64
- name: BILE_Positive
dtype: int64
- name: BILE_Other
dtype: int64
- name: BLOOD CULTURE_Pending
dtype: int64
- name: BLOOD CULTURE_Negative
dtype: int64
- name: BLOOD CULTURE_Positive
dtype: int64
- name: BLOOD CULTURE_Other
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Pending
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Negative
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Positive
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Other
dtype: int64
- name: Blood (CMV AB)_Pending
dtype: int64
- name: Blood (CMV AB)_Negative
dtype: int64
- name: Blood (CMV AB)_Positive
dtype: int64
- name: Blood (CMV AB)_Other
dtype: int64
- name: Blood (EBV)_Pending
dtype: int64
- name: Blood (EBV)_Negative
dtype: int64
- name: Blood (EBV)_Positive
dtype: int64
- name: Blood (EBV)_Other
dtype: int64
- name: CSF;SPINAL FLUID_Pending
dtype: int64
- name: CSF;SPINAL FLUID_Negative
dtype: int64
- name: CSF;SPINAL FLUID_Positive
dtype: int64
- name: CSF;SPINAL FLUID_Other
dtype: int64
- name: FLUID,OTHER_Pending
dtype: int64
- name: FLUID,OTHER_Negative
dtype: int64
- name: FLUID,OTHER_Positive
dtype: int64
- name: FLUID,OTHER_Other
dtype: int64
- name: IMMUNOLOGY_Pending
dtype: int64
- name: IMMUNOLOGY_Negative
dtype: int64
- name: IMMUNOLOGY_Positive
dtype: int64
- name: IMMUNOLOGY_Other
dtype: int64
- name: JOINT FLUID_Pending
dtype: int64
- name: JOINT FLUID_Negative
dtype: int64
- name: JOINT FLUID_Positive
dtype: int64
- name: JOINT FLUID_Other
dtype: int64
- name: MRSA SCREEN_Pending
dtype: int64
- name: MRSA SCREEN_Negative
dtype: int64
- name: MRSA SCREEN_Positive
dtype: int64
- name: MRSA SCREEN_Other
dtype: int64
- name: OTHER_Pending
dtype: int64
- name: OTHER_Negative
dtype: int64
- name: OTHER_Positive
dtype: int64
- name: OTHER_Other
dtype: int64
- name: PERITONEAL FLUID_Pending
dtype: int64
- name: PERITONEAL FLUID_Negative
dtype: int64
- name: PERITONEAL FLUID_Positive
dtype: int64
- name: PERITONEAL FLUID_Other
dtype: int64
- name: PLEURAL FLUID_Pending
dtype: int64
- name: PLEURAL FLUID_Negative
dtype: int64
- name: PLEURAL FLUID_Positive
dtype: int64
- name: PLEURAL FLUID_Other
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Pending
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Negative
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Positive
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Other
dtype: int64
- name: SEROLOGY/BLOOD_Pending
dtype: int64
- name: SEROLOGY/BLOOD_Negative
dtype: int64
- name: SEROLOGY/BLOOD_Positive
dtype: int64
- name: SEROLOGY/BLOOD_Other
dtype: int64
- name: SPUTUM_Pending
dtype: int64
- name: SPUTUM_Negative
dtype: int64
- name: SPUTUM_Positive
dtype: int64
- name: SPUTUM_Other
dtype: int64
- name: STOOL_Pending
dtype: int64
- name: STOOL_Negative
dtype: int64
- name: STOOL_Positive
dtype: int64
- name: STOOL_Other
dtype: int64
- name: SWAB_Pending
dtype: int64
- name: SWAB_Negative
dtype: int64
- name: SWAB_Positive
dtype: int64
- name: SWAB_Other
dtype: int64
- name: TISSUE_Pending
dtype: int64
- name: TISSUE_Negative
dtype: int64
- name: TISSUE_Positive
dtype: int64
- name: TISSUE_Other
dtype: int64
- name: URINE_Pending
dtype: int64
- name: URINE_Negative
dtype: int64
- name: URINE_Positive
dtype: int64
- name: URINE_Other
dtype: int64
- name: micro_ordered
dtype: int64
- name: ACE Inhibitor
dtype: int64
- name: Analgesic - Acetaminophen
dtype: int64
- name: Analgesic - NSAID
dtype: int64
- name: Analgesic - Opioid/NSAID
dtype: int64
- name: Antiarrhythmic
dtype: int64
- name: Antibiotic
dtype: int64
- name: Anticoagulant
dtype: int64
- name: Anticonvulsant
dtype: int64
- name: Antiemetic
dtype: int64
- name: Antiplatelet
dtype: int64
- name: Antipsychotic
dtype: int64
- name: Benzodiazepine - Sedative/Anxiolytic
dtype: int64
- name: Beta Blocker
dtype: int64
- name: Bronchodilator
dtype: int64
- name: Calcium Channel Blocker
dtype: int64
- name: Corticosteroid
dtype: int64
- name: Diuretic
dtype: int64
- name: GI - Acid Suppression
dtype: int64
- name: IV Fluid
dtype: int64
- name: Insulin/Glucose
dtype: int64
- name: Nitrate
dtype: int64
- name: Other
dtype: int64
- name: ecg_status_Normal
dtype: int64
- name: ecg_status_Moderate
dtype: int64
- name: ecg_status_Acute
dtype: int64
- name: rad_status_Normal
dtype: int64
- name: rad_status_Moderate
dtype: int64
- name: rad_status_Acute
dtype: int64
- name: in_ed
dtype: int64
- name: in_ward
dtype: int64
- name: terminal_code
dtype: int64
- name: weight
dtype: float64
- name: height
dtype: float64
- name: recon_ace_inhibitor
dtype: int64
- name: recon_analgesic___nsaid
dtype: int64
- name: recon_analgesic___opioid_nsaid
dtype: int64
- name: recon_antiarrhythmic
dtype: int64
- name: recon_antibiotic
dtype: int64
- name: recon_anticoagulant
dtype: int64
- name: recon_anticonvulsant
dtype: int64
- name: recon_antiemetic
dtype: int64
- name: recon_antiplatelet
dtype: int64
- name: recon_antipsychotic
dtype: int64
- name: recon_benzodiazepine___sedative_anxiolytic
dtype: int64
- name: recon_beta_blocker
dtype: int64
- name: recon_bronchodilator
dtype: int64
- name: recon_calcium_channel_blocker
dtype: int64
- name: recon_corticosteroid
dtype: int64
- name: recon_diuretic
dtype: int64
- name: recon_gi___acid_suppression
dtype: int64
- name: recon_insulin_glucose
dtype: int64
- name: recon_nitrate
dtype: int64
- name: recon_n_total_meds
dtype: int64
- name: recon_n_drug_classes
dtype: int64
- name: height_missing
dtype: int64
- name: weight_missing
dtype: int64
- name: arrival_transport_AMBULANCE
dtype: int64
- name: arrival_transport_HELICOPTER
dtype: int64
- name: arrival_transport_OTHER
dtype: int64
- name: arrival_transport_UNKNOWN
dtype: int64
- name: arrival_transport_WALK IN
dtype: int64
- name: total_length
dtype: int64
splits:
- name: full_patient_state
num_bytes: 15517346808
num_examples: 7387882
download_size: 323713556
dataset_size: 15517346808